Application Areas

Uncertainty Quantification and Deep Ensembles NeurIPS 2021 Uncertainty Reduction for Model Adaptation in Semantic Segmentation CVPR 2021 Uncertainty Sets for Image Classifiers using Conformal Prediction ICLR 2021 UnClE: Explicitly Leveraging Semantic Similarity to Reduce the Parameters of Word Embeddings EMNLP 2021 Uncovering Latent Biases in Text: Method and Application to Peer Review AAAI 2021 Uncovering Main Causalities for Long-tailed Information Extraction EMNLP 2021 Uncovering the Connections Between Adversarial Transferability and Knowledge Transferability ICML 2021 Understanding and Countering Stereotypes: A Computational Approach to the Stereotype Content Model ACL 2021 Understanding and Evaluating Racial Biases in Image Captioning ICCV 2021 Understanding and Improving Lexical Choice in Non-Autoregressive Translation ICLR 2021 Understanding and Interpreting the Impact of User Context in Hate Speech Detection NAACL 2021 Understanding and Mitigating Accuracy Disparity in Regression ICML 2021 Understanding and Mitigating Annotation Bias in Facial Expression Recognition ICCV 2021 Understanding and Overcoming the Challenges of Efficient Transformer Quantization EMNLP 2021 Understanding Factuality in Abstractive Summarization with FRANK: A Benchmark for Factuality Metrics NAACL 2021 Understanding Failures in Out-of-Distribution Detection with Deep Generative Models ICML 2021 Understanding Instance-Level Label Noise: Disparate Impacts and Treatments ICML 2021 Understanding Model Robustness to User-generated Noisy Texts EMNLP 2021 Understanding Robustness of Transformers for Image Classification ICCV 2021 Understanding the Effect of Bias in Deep Anomaly Detection IJCAI 2021 Understanding the failure modes of out-of-distribution generalization ICLR 2021 Understanding the Generalization Benefit of Model Invariance from a Data Perspective NeurIPS 2021 Understanding the Impact of UGC Specificities on Translation Quality EMNLP 2021 Understanding the Limits of Unsupervised Domain Adaptation via Data Poisoning NeurIPS 2021 Understanding Unintended Memorization in Language Models Under Federated Learning NAACL 2021